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Overview of the HECKTOR Challenge at MICCAI 2022: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT

Authors :
Andrearczyk, Vincent
Oreiller, Valentin
Hatt, Mathieu
Depeursinge, Adrien; https://orcid.org/0000-0002-2362-0304
Andrearczyk, V ( Vincent )
Oreiller, V ( Valentin )
Hatt, M ( Mathieu )
Depeursinge, A ( Adrien )
Abobakr, Moamen
Akhavanallaf, Azadeh
Balermpas, Panagiotis; https://orcid.org/0000-0001-5261-6446
Boughdad, Sarah
Capriotti, Leo
Castelli, Joel
Cheze Le Rest, Catherine
Decazes, Pierre
Correia, Ricardo
El-Habashy, Dina
Elhalawani, Hesham; https://orcid.org/0000-0001-9848-2623
Fuller, Clifton D
Jreige, Mario
Khamis, Yornna
La Greca, Agustina; https://orcid.org/0000-0003-4504-611X
Mohamed, Abdallah
Naser, Mohamed
Prior, John O; https://orcid.org/0000-0003-1429-1374
Ruan, Su
Tanadini-Lang, Stephanie; https://orcid.org/0000-0002-4387-1522
Tankyevych, Olena
Salimi, Yazdan
Vallières, Martin; https://orcid.org/0000-0001-7639-8172
Vera, Pierre
Visvikis, Dimitris
Wahid, Kareem
Zaidi, Habib
Andrearczyk, Vincent
Oreiller, Valentin
Hatt, Mathieu
Depeursinge, Adrien; https://orcid.org/0000-0002-2362-0304
Andrearczyk, V ( Vincent )
Oreiller, V ( Valentin )
Hatt, M ( Mathieu )
Depeursinge, A ( Adrien )
Abobakr, Moamen
Akhavanallaf, Azadeh
Balermpas, Panagiotis; https://orcid.org/0000-0001-5261-6446
Boughdad, Sarah
Capriotti, Leo
Castelli, Joel
Cheze Le Rest, Catherine
Decazes, Pierre
Correia, Ricardo
El-Habashy, Dina
Elhalawani, Hesham; https://orcid.org/0000-0001-9848-2623
Fuller, Clifton D
Jreige, Mario
Khamis, Yornna
La Greca, Agustina; https://orcid.org/0000-0003-4504-611X
Mohamed, Abdallah
Naser, Mohamed
Prior, John O; https://orcid.org/0000-0003-1429-1374
Ruan, Su
Tanadini-Lang, Stephanie; https://orcid.org/0000-0002-4387-1522
Tankyevych, Olena
Salimi, Yazdan
Vallières, Martin; https://orcid.org/0000-0001-7639-8172
Vera, Pierre
Visvikis, Dimitris
Wahid, Kareem
Zaidi, Habib
Source :
Andrearczyk, Vincent; Oreiller, Valentin; Abobakr, Moamen; Akhavanallaf, Azadeh; Balermpas, Panagiotis; Boughdad, Sarah; Capriotti, Leo; Castelli, Joel; Cheze Le Rest, Catherine; Decazes, Pierre; Correia, Ricardo; El-Habashy, Dina; Elhalawani, Hesham; Fuller, Clifton D; Jreige, Mario; Khamis, Yornna; La Greca, Agustina; Mohamed, Abdallah; Naser, Mohamed; Prior, John O; Ruan, Su; Tanadini-Lang, Stephanie; Tankyevych, Olena; Salimi, Yazdan; Vallières, Martin; Vera, Pierre; Visvikis, Dimitris; Wahid, Kareem; Zaidi, Habib; Hatt, Mathieu; Depeursinge, Adrien (2023). Overview of the HECKTOR Challenge at MICCAI 2022: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT. In: Andrearczyk, Vincent; Oreiller, Valentin; Hatt, Mathieu; Depeursinge, Adrien. Head and Neck Tumor Segmentation and Outcome Prediction : Third Challenge, HECKTOR 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings. Cham: Springer, 1-30.
Publication Year :
2023

Abstract

This paper presents an overview of the third edition of the HEad and neCK TumOR segmentation and outcome prediction (HECKTOR) challenge, organized as a satellite event of the 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2022. The challenge comprises two tasks related to the automatic analysis of FDG-PET/CT images for patients with Head and Neck cancer (H&N), focusing on the oropharynx region. Task 1 is the fully automatic segmentation of H&N primary Gross Tumor Volume (GTVp) and metastatic lymph nodes (GTVn) from FDG-PET/CT images. Task 2 is the fully automatic prediction of Recurrence-Free Survival (RFS) from the same FDG-PET/CT and clinical data. The data were collected from nine centers for a total of 883 cases consisting of FDG-PET/CT images and clinical information, split into 524 training and 359 test cases. The best methods obtained an aggregated Dice Similarity Coefficient (DSC$_{agg}$) of 0.788 in Task 1, and a Concordance index (C-index) of 0.682 in Task 2.

Details

Database :
OAIster
Journal :
Andrearczyk, Vincent; Oreiller, Valentin; Abobakr, Moamen; Akhavanallaf, Azadeh; Balermpas, Panagiotis; Boughdad, Sarah; Capriotti, Leo; Castelli, Joel; Cheze Le Rest, Catherine; Decazes, Pierre; Correia, Ricardo; El-Habashy, Dina; Elhalawani, Hesham; Fuller, Clifton D; Jreige, Mario; Khamis, Yornna; La Greca, Agustina; Mohamed, Abdallah; Naser, Mohamed; Prior, John O; Ruan, Su; Tanadini-Lang, Stephanie; Tankyevych, Olena; Salimi, Yazdan; Vallières, Martin; Vera, Pierre; Visvikis, Dimitris; Wahid, Kareem; Zaidi, Habib; Hatt, Mathieu; Depeursinge, Adrien (2023). Overview of the HECKTOR Challenge at MICCAI 2022: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT. In: Andrearczyk, Vincent; Oreiller, Valentin; Hatt, Mathieu; Depeursinge, Adrien. Head and Neck Tumor Segmentation and Outcome Prediction : Third Challenge, HECKTOR 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings. Cham: Springer, 1-30.
Notes :
application/pdf, English, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1398327433
Document Type :
Electronic Resource